Pandas Profiling Report

Dataset statistics

Number of variables	26
Number of observations	15
Missing cells	46
Missing cells (%)	11.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.2 KiB
Average record size in memory	216.5 B

Variable types

Categorical	4
Numeric	22

Alerts

`number_of_countries` is highly correlated with `aminoglycosides_tonnes` and 15 other fields	High correlation
`aminoglycosides_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`amphenicols_tonnes` is highly correlated with `number_of_countries` and 15 other fields	High correlation
`arsenicals_tonnes` is highly correlated with `macrolides_tonnes` and 5 other fields	High correlation
`cephalosporins__all_generations_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`1_2_gen__cephalosporins_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`3_4_gen_cephalosporins_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`fluoroquinolones_tonnes` is highly correlated with `number_of_countries` and 15 other fields	High correlation
`glycophospholipids_tonnes` is highly correlated with `nitrofurans_tonnes`	High correlation
`lincosamides_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`macrolides_tonnes` is highly correlated with `number_of_countries` and 19 other fields	High correlation
`nitrofurans_tonnes` is highly correlated with `number_of_countries` and 10 other fields	High correlation
`orthosomycins_tonnes` is highly correlated with `arsenicals_tonnes` and 12 other fields	High correlation
`other_quinolones_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`penicillins_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`pleuromutilins_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`polypeptides_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`quinoxalines_tonnes` is highly correlated with `arsenicals_tonnes` and 5 other fields	High correlation
`streptogramins_tonnes` is highly correlated with `arsenicals_tonnes` and 9 other fields	High correlation
`sulfonamides__including_trimethoprim_tonnes` is highly correlated with `number_of_countries` and 15 other fields	High correlation
`tetracyclines_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`others_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`aggregated_class_data_tonnes` is highly correlated with `amphenicols_tonnes` and 12 other fields	High correlation
`number_of_countries` is highly correlated with `lincosamides_tonnes` and 1 other fields	High correlation
`aminoglycosides_tonnes` is highly correlated with `amphenicols_tonnes` and 15 other fields	High correlation
`amphenicols_tonnes` is highly correlated with `aminoglycosides_tonnes` and 14 other fields	High correlation
`arsenicals_tonnes` is highly correlated with `1_2_gen__cephalosporins_tonnes` and 10 other fields	High correlation
`cephalosporins__all_generations_tonnes` is highly correlated with `aminoglycosides_tonnes` and 14 other fields	High correlation
`1_2_gen__cephalosporins_tonnes` is highly correlated with `aminoglycosides_tonnes` and 10 other fields	High correlation
`3_4_gen_cephalosporins_tonnes` is highly correlated with `aminoglycosides_tonnes` and 13 other fields	High correlation
`fluoroquinolones_tonnes` is highly correlated with `aminoglycosides_tonnes` and 16 other fields	High correlation
`glycophospholipids_tonnes` is highly correlated with `quinoxalines_tonnes` and 2 other fields	High correlation
`lincosamides_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`macrolides_tonnes` is highly correlated with `aminoglycosides_tonnes` and 17 other fields	High correlation
`nitrofurans_tonnes` is highly correlated with `aminoglycosides_tonnes` and 17 other fields	High correlation
`orthosomycins_tonnes` is highly correlated with `aminoglycosides_tonnes` and 17 other fields	High correlation
`other_quinolones_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`penicillins_tonnes` is highly correlated with `aminoglycosides_tonnes` and 15 other fields	High correlation
`pleuromutilins_tonnes` is highly correlated with `aminoglycosides_tonnes` and 18 other fields	High correlation
`polypeptides_tonnes` is highly correlated with `aminoglycosides_tonnes` and 17 other fields	High correlation
`quinoxalines_tonnes` is highly correlated with `arsenicals_tonnes` and 8 other fields	High correlation
`streptogramins_tonnes` is highly correlated with `arsenicals_tonnes` and 8 other fields	High correlation
`sulfonamides__including_trimethoprim_tonnes` is highly correlated with `aminoglycosides_tonnes` and 15 other fields	High correlation
`tetracyclines_tonnes` is highly correlated with `aminoglycosides_tonnes` and 18 other fields	High correlation
`others_tonnes` is highly correlated with `aminoglycosides_tonnes` and 17 other fields	High correlation
`aggregated_class_data_tonnes` is highly correlated with `1_2_gen__cephalosporins_tonnes` and 1 other fields	High correlation
`number_of_countries` is highly correlated with `aminoglycosides_tonnes` and 12 other fields	High correlation
`aminoglycosides_tonnes` is highly correlated with `number_of_countries` and 12 other fields	High correlation
`amphenicols_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`arsenicals_tonnes` is highly correlated with `macrolides_tonnes` and 5 other fields	High correlation
`cephalosporins__all_generations_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`1_2_gen__cephalosporins_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`3_4_gen_cephalosporins_tonnes` is highly correlated with `number_of_countries` and 15 other fields	High correlation
`fluoroquinolones_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`lincosamides_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`macrolides_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`nitrofurans_tonnes` is highly correlated with `number_of_countries` and 3 other fields	High correlation
`orthosomycins_tonnes` is highly correlated with `arsenicals_tonnes` and 9 other fields	High correlation
`other_quinolones_tonnes` is highly correlated with `number_of_countries` and 11 other fields	High correlation
`penicillins_tonnes` is highly correlated with `number_of_countries` and 13 other fields	High correlation
`pleuromutilins_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`polypeptides_tonnes` is highly correlated with `arsenicals_tonnes` and 11 other fields	High correlation
`quinoxalines_tonnes` is highly correlated with `arsenicals_tonnes` and 5 other fields	High correlation
`streptogramins_tonnes` is highly correlated with `arsenicals_tonnes` and 7 other fields	High correlation
`sulfonamides__including_trimethoprim_tonnes` is highly correlated with `aminoglycosides_tonnes` and 12 other fields	High correlation
`tetracyclines_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`others_tonnes` is highly correlated with `amphenicols_tonnes` and 10 other fields	High correlation
`aggregated_class_data_tonnes` is highly correlated with `cephalosporins__all_generations_tonnes` and 7 other fields	High correlation
`scope` is highly correlated with `number_of_countries`	High correlation
`region` is highly correlated with `arsenicals_tonnes` and 4 other fields	High correlation
`number_of_countries` is highly correlated with `scope` and 20 other fields	High correlation
`aminoglycosides_tonnes` is highly correlated with `number_of_countries` and 20 other fields	High correlation
`amphenicols_tonnes` is highly correlated with `number_of_countries` and 18 other fields	High correlation
`arsenicals_tonnes` is highly correlated with `region` and 11 other fields	High correlation
`cephalosporins__all_generations_tonnes` is highly correlated with `number_of_countries` and 18 other fields	High correlation
`1_2_gen__cephalosporins_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`3_4_gen_cephalosporins_tonnes` is highly correlated with `region` and 14 other fields	High correlation
`fluoroquinolones_tonnes` is highly correlated with `number_of_countries` and 20 other fields	High correlation
`glycopeptides_tonnes` is highly correlated with `region` and 2 other fields	High correlation
`glycophospholipids_tonnes` is highly correlated with `number_of_countries` and 14 other fields	High correlation
`lincosamides_tonnes` is highly correlated with `number_of_countries` and 18 other fields	High correlation
`macrolides_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`nitrofurans_tonnes` is highly correlated with `number_of_countries` and 16 other fields	High correlation
`orthosomycins_tonnes` is highly correlated with `number_of_countries` and 19 other fields	High correlation
`other_quinolones_tonnes` is highly correlated with `number_of_countries` and 17 other fields	High correlation
`penicillins_tonnes` is highly correlated with `number_of_countries` and 19 other fields	High correlation
`pleuromutilins_tonnes` is highly correlated with `number_of_countries` and 18 other fields	High correlation
`polypeptides_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`quinoxalines_tonnes` is highly correlated with `region` and 11 other fields	High correlation
`streptogramins_tonnes` is highly correlated with `region` and 11 other fields	High correlation
`sulfonamides__including_trimethoprim_tonnes` is highly correlated with `number_of_countries` and 18 other fields	High correlation
`tetracyclines_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`others_tonnes` is highly correlated with `number_of_countries` and 21 other fields	High correlation
`aggregated_class_data_tonnes` is highly correlated with `number_of_countries` and 15 other fields	High correlation
`aminoglycosides_tonnes` has 2 (13.3%) missing values	Missing
`amphenicols_tonnes` has 2 (13.3%) missing values	Missing
`arsenicals_tonnes` has 2 (13.3%) missing values	Missing
`cephalosporins__all_generations_tonnes` has 2 (13.3%) missing values	Missing
`1_2_gen__cephalosporins_tonnes` has 2 (13.3%) missing values	Missing
`3_4_gen_cephalosporins_tonnes` has 2 (13.3%) missing values	Missing
`fluoroquinolones_tonnes` has 2 (13.3%) missing values	Missing
`glycopeptides_tonnes` has 2 (13.3%) missing values	Missing
`glycophospholipids_tonnes` has 2 (13.3%) missing values	Missing
`lincosamides_tonnes` has 2 (13.3%) missing values	Missing
`macrolides_tonnes` has 2 (13.3%) missing values	Missing
`nitrofurans_tonnes` has 2 (13.3%) missing values	Missing
`orthosomycins_tonnes` has 2 (13.3%) missing values	Missing
`other_quinolones_tonnes` has 2 (13.3%) missing values	Missing
`penicillins_tonnes` has 2 (13.3%) missing values	Missing
`pleuromutilins_tonnes` has 2 (13.3%) missing values	Missing
`polypeptides_tonnes` has 2 (13.3%) missing values	Missing
`quinoxalines_tonnes` has 2 (13.3%) missing values	Missing
`streptogramins_tonnes` has 2 (13.3%) missing values	Missing
`sulfonamides__including_trimethoprim_tonnes` has 2 (13.3%) missing values	Missing
`tetracyclines_tonnes` has 2 (13.3%) missing values	Missing
`others_tonnes` has 2 (13.3%) missing values	Missing
`aggregated_class_data_tonnes` has 2 (13.3%) missing values	Missing
`scope` is uniformly distributed	Uniform
`region` is uniformly distributed	Uniform
`number_of_countries` has 2 (13.3%) zeros	Zeros
`aminoglycosides_tonnes` has 2 (13.3%) zeros	Zeros
`amphenicols_tonnes` has 3 (20.0%) zeros	Zeros
`cephalosporins__all_generations_tonnes` has 4 (26.7%) zeros	Zeros
`1_2_gen__cephalosporins_tonnes` has 5 (33.3%) zeros	Zeros
`3_4_gen_cephalosporins_tonnes` has 5 (33.3%) zeros	Zeros
`fluoroquinolones_tonnes` has 3 (20.0%) zeros	Zeros
`glycophospholipids_tonnes` has 6 (40.0%) zeros	Zeros
`lincosamides_tonnes` has 2 (13.3%) zeros	Zeros
`macrolides_tonnes` has 1 (6.7%) zeros	Zeros
`nitrofurans_tonnes` has 6 (40.0%) zeros	Zeros
`orthosomycins_tonnes` has 6 (40.0%) zeros	Zeros
`other_quinolones_tonnes` has 5 (33.3%) zeros	Zeros
`penicillins_tonnes` has 1 (6.7%) zeros	Zeros
`pleuromutilins_tonnes` has 4 (26.7%) zeros	Zeros
`polypeptides_tonnes` has 1 (6.7%) zeros	Zeros
`quinoxalines_tonnes` has 8 (53.3%) zeros	Zeros
`streptogramins_tonnes` has 4 (26.7%) zeros	Zeros
`sulfonamides__including_trimethoprim_tonnes` has 1 (6.7%) zeros	Zeros
`others_tonnes` has 3 (20.0%) zeros	Zeros
`aggregated_class_data_tonnes` has 4 (26.7%) zeros	Zeros

Reproduction

Analysis started	2023-01-19 20:08:30.208264
Analysis finished	2023-01-19 20:10:10.927923
Duration	1 minute and 40.72 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

scope
Categorical

HIGH CORRELATION
UNIFORM

Distinct	3
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Memory size	248.0 B

AGP	5
All	5
Terrestrial Food Producing	5

Length

Max length	26
Median length	3
Mean length	10.66666667
Min length	3

Characters and Unicode

Total characters	160
Distinct characters	19
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AGP
2nd row	AGP
3rd row	AGP
4th row	AGP
5th row	AGP

Common Values

Value	Count	Frequency (%)
AGP	5	33.3%
All	5	33.3%
Terrestrial Food Producing	5	33.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
agp	5	20.0%
all	5	20.0%
terrestrial	5	20.0%
food	5	20.0%
producing	5	20.0%

Most occurring characters

Value	Count	Frequency (%)
r	20	12.5%
l	15	9.4%
o	15	9.4%
A	10	6.2%
d	10	6.2%
	10	6.2%
i	10	6.2%
e	10	6.2%
P	10	6.2%
s	5	3.1%
Other values (9)	45	28.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	115	71.9%
Uppercase Letter	35	21.9%
Space Separator	10	6.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	20	17.4%
l	15	13.0%
o	15	13.0%
d	10	8.7%
i	10	8.7%
e	10	8.7%
s	5	4.3%
t	5	4.3%
a	5	4.3%
u	5	4.3%
Other values (3)	15	13.0%

Uppercase Letter

Value	Count	Frequency (%)
A	10	28.6%
P	10	28.6%
G	5	14.3%
F	5	14.3%
T	5	14.3%

Space Separator

Value	Count	Frequency (%)
	10	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	150	93.8%
Common	10	6.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	20	13.3%
l	15	10.0%
o	15	10.0%
A	10	6.7%
d	10	6.7%
i	10	6.7%
e	10	6.7%
P	10	6.7%
s	5	3.3%
t	5	3.3%
Other values (8)	40	26.7%

Common

Value	Count	Frequency (%)
	10	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	160	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	20	12.5%
l	15	9.4%
o	15	9.4%
A	10	6.2%
d	10	6.2%
	10	6.2%
i	10	6.2%
e	10	6.2%
P	10	6.2%
s	5	3.1%
Other values (9)	45	28.1%

region
Categorical

HIGH CORRELATION
UNIFORM

Distinct	5
Distinct (%)	33.3%
Missing	0
Missing (%)	0.0%
Memory size	248.0 B

Africa	3
Americas	3
Asia, Far East and Oceania	3
Europe	3
Middle East	3

Length

Max length	26
Median length	11
Mean length	11.4
Min length	6

Characters and Unicode

Total characters	171
Distinct characters	22
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Africa
2nd row	Americas
3rd row	Asia, Far East and Oceania
4th row	Europe
5th row	Middle East

Common Values

Value	Count	Frequency (%)
Africa	3	20.0%
Americas	3	20.0%
Asia, Far East and Oceania	3	20.0%
Europe	3	20.0%
Middle East	3	20.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
east	6	20.0%
africa	3	10.0%
americas	3	10.0%
asia	3	10.0%
far	3	10.0%
and	3	10.0%
oceania	3	10.0%
europe	3	10.0%
middle	3	10.0%

Most occurring characters

Value	Count	Frequency (%)
a	27	15.8%
i	15	8.8%
	15	8.8%
r	12	7.0%
e	12	7.0%
s	12	7.0%
A	9	5.3%
c	9	5.3%
E	9	5.3%
d	9	5.3%
Other values (12)	42	24.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	126	73.7%
Uppercase Letter	27	15.8%
Space Separator	15	8.8%
Other Punctuation	3	1.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	27	21.4%
i	15	11.9%
r	12	9.5%
e	12	9.5%
s	12	9.5%
c	9	7.1%
d	9	7.1%
t	6	4.8%
n	6	4.8%
u	3	2.4%
Other values (5)	15	11.9%

Uppercase Letter

Value	Count	Frequency (%)
A	9	33.3%
E	9	33.3%
M	3	11.1%
F	3	11.1%
O	3	11.1%

Space Separator

Value	Count	Frequency (%)
	15	100.0%

Other Punctuation

Value	Count	Frequency (%)
,	3	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	153	89.5%
Common	18	10.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	27	17.6%
i	15	9.8%
r	12	7.8%
e	12	7.8%
s	12	7.8%
A	9	5.9%
c	9	5.9%
E	9	5.9%
d	9	5.9%
t	6	3.9%
Other values (10)	33	21.6%

Common

Value	Count	Frequency (%)
	15	83.3%
,	3	16.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	171	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	27	15.8%
i	15	8.8%
	15	8.8%
r	12	7.0%
e	12	7.0%
s	12	7.0%
A	9	5.3%
c	9	5.3%
E	9	5.3%
d	9	5.3%
Other values (12)	42	24.6%

number_of_countries
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	12
Distinct (%)	80.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	10.53333333

Minimum	0
Maximum	41
Zeros	2
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	6
Q3	15
95-th percentile	29.1
Maximum	41
Range	41
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	11.48829632
Coefficient of variation (CV)	1.090661043
Kurtosis	2.306322695
Mean	10.53333333
Median Absolute Deviation (MAD)	5
Skewness	1.520864849
Sum	158
Variance	131.9809524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
1	2	13.3%
6	2	13.3%
0	2	13.3%
5	1	6.7%
24	1	6.7%
19	1	6.7%
22	1	6.7%
41	1	6.7%
3	1	6.7%
11	1	6.7%
Other values (2)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	13.3%
1	2	13.3%
3	1	6.7%
5	1	6.7%
6	2	13.3%
9	1	6.7%
10	1	6.7%
11	1	6.7%
19	1	6.7%
22	1	6.7%

Value	Count	Frequency (%)
41	1	6.7%
24	1	6.7%
22	1	6.7%
19	1	6.7%
11	1	6.7%
10	1	6.7%
9	1	6.7%
6	2	13.3%
5	1	6.7%
3	1	6.7%

aminoglycosides_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	12
Distinct (%)	92.3%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	324.6236978

Minimum	0
Maximum	1425.663333
Zeros	2
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2.97
median	33.65154354
Q3	527.6433177
95-th percentile	1296.684861
Maximum	1425.663333
Range	1425.663333
Interquartile range (IQR)	524.6733177

Descriptive statistics

Standard deviation	501.9562068
Coefficient of variation (CV)	1.546270991
Kurtosis	0.8525411644
Mean	324.6236978
Median Absolute Deviation (MAD)	33.65154354
Skewness	1.462623508
Sum	4220.108071
Variance	251960.0335
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	2	13.3%
0.707	1	6.7%
33.65154354	1	6.7%
762.3757826	1	6.7%
1425.663333	1	6.7%
527.6433177	1	6.7%
4.651	1	6.7%
3.8016855	1	6.7%
166.5074041	1	6.7%
1210.699213	1	6.7%
Other values (2)	2	13.3%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	13.3%
0.707	1	6.7%
2.97	1	6.7%
3.8016855	1	6.7%
4.651	1	6.7%
33.65154354	1	6.7%
81.43779199	1	6.7%
166.5074041	1	6.7%
527.6433177	1	6.7%
762.3757826	1	6.7%

Value	Count	Frequency (%)
1425.663333	1	6.7%
1210.699213	1	6.7%
762.3757826	1	6.7%
527.6433177	1	6.7%
166.5074041	1	6.7%
81.43779199	1	6.7%
33.65154354	1	6.7%
4.651	1	6.7%
3.8016855	1	6.7%
2.97	1	6.7%

amphenicols_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	11
Distinct (%)	84.6%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	438.8205738

Minimum	0
Maximum	2422.624924
Zeros	3
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.5
median	20.41030729
Q3	243.8731763
95-th percentile	2253.931439
Maximum	2422.624924
Range	2422.624924
Interquartile range (IQR)	242.3731763

Descriptive statistics

Standard deviation	845.0328321
Coefficient of variation (CV)	1.925691006
Kurtosis	2.614525618
Mean	438.8205738
Median Absolute Deviation (MAD)	20.41030729
Skewness	1.971631879
Sum	5704.667459
Variance	714080.4873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	3	20.0%
20.41030729	1	6.7%
739.797925	1	6.7%
2422.624924	1	6.7%
243.8731763	1	6.7%
1.6	1	6.7%
9.3548	1	6.7%
96.02734378	1	6.7%
2141.469115	1	6.7%
28.0098675	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	20.0%
1.5	1	6.7%
1.6	1	6.7%
9.3548	1	6.7%
20.41030729	1	6.7%
28.0098675	1	6.7%
96.02734378	1	6.7%
243.8731763	1	6.7%
739.797925	1	6.7%
2141.469115	1	6.7%

Value	Count	Frequency (%)
2422.624924	1	6.7%
2141.469115	1	6.7%
739.797925	1	6.7%
243.8731763	1	6.7%
96.02734378	1	6.7%
28.0098675	1	6.7%
20.41030729	1	6.7%
9.3548	1	6.7%
1.6	1	6.7%
1.5	1	6.7%

arsenicals_tonnes
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	4
Distinct (%)	30.8%
Missing	2
Missing (%)	13.3%
Memory size	248.0 B

0.0	8
74.44	2
51.9	2
0.011	1

Length

Max length	5
Median length	3
Mean length	3.615384615
Min length	3

Characters and Unicode

Total characters	47
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	7.7%

Sample

1st row	0.0
2nd row	0.0
3rd row	74.44
4th row	0.011
5th row	51.9

Common Values

Value	Count	Frequency (%)
0.0	8	53.3%
74.44	2	13.3%
51.9	2	13.3%
0.011	1	6.7%
(Missing)	2	13.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	8	61.5%
74.44	2	15.4%
51.9	2	15.4%
0.011	1	7.7%

Most occurring characters

Value	Count	Frequency (%)
0	18	38.3%
.	13	27.7%
4	6	12.8%
1	4	8.5%
7	2	4.3%
5	2	4.3%
9	2	4.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	34	72.3%
Other Punctuation	13	27.7%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	18	52.9%
4	6	17.6%
1	4	11.8%
7	2	5.9%
5	2	5.9%
9	2	5.9%

Other Punctuation

Value	Count	Frequency (%)
.	13	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	47	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	18	38.3%
.	13	27.7%
4	6	12.8%
1	4	8.5%
7	2	4.3%
5	2	4.3%
9	2	4.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	47	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	18	38.3%
.	13	27.7%
4	6	12.8%
1	4	8.5%
7	2	4.3%
5	2	4.3%
9	2	4.3%

cephalosporins__all_generations_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	10
Distinct (%)	76.9%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	73.16635219

Minimum	0
Maximum	421.6469074
Zeros	4
Zeros (%)	26.7%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1.752115809
Q3	49.93894543
95-th percentile	352.6165799
Maximum	421.6469074
Range	421.6469074
Interquartile range (IQR)	49.93894543

Descriptive statistics

Standard deviation	135.4947452
Coefficient of variation (CV)	1.851872359
Kurtosis	3.40928203
Mean	73.16635219
Median Absolute Deviation (MAD)	1.752115809
Skewness	2.063558357
Sum	951.1625784
Variance	18358.82599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4	26.7%
10.0178996	1	6.7%
116.2741046	1	6.7%
421.6469074	1	6.7%
44.66010395	1	6.7%
0.2	1	6.7%
0.07614	1	6.7%
49.93894543	1	6.7%
306.5963617	1	6.7%
1.752115809	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	26.7%
0.07614	1	6.7%
0.2	1	6.7%
1.752115809	1	6.7%
10.0178996	1	6.7%
44.66010395	1	6.7%
49.93894543	1	6.7%
116.2741046	1	6.7%
306.5963617	1	6.7%
421.6469074	1	6.7%

Value	Count	Frequency (%)
421.6469074	1	6.7%
306.5963617	1	6.7%
116.2741046	1	6.7%
49.93894543	1	6.7%
44.66010395	1	6.7%
10.0178996	1	6.7%
1.752115809	1	6.7%
0.2	1	6.7%
0.07614	1	6.7%
0	4	26.7%

1_2_gen__cephalosporins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	9
Distinct (%)	69.2%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	13.1849347

Minimum	0
Maximum	55.61275646
Zeros	5
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.02649
Q3	25.71769227
95-th percentile	48.1501622
Maximum	55.61275646
Range	55.61275646
Interquartile range (IQR)	25.71769227

Descriptive statistics

Standard deviation	19.16804799
Coefficient of variation (CV)	1.453784067
Kurtosis	0.505232692
Mean	13.1849347
Median Absolute Deviation (MAD)	0.02649
Skewness	1.270684416
Sum	171.4041511
Variance	367.4140637
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	5	33.3%
0.02649	1	6.7%
55.61275646	1	6.7%
27.30885937	1	6.7%
25.71769227	1	6.7%
0.002	1	6.7%
43.17509936	1	6.7%
17.31580741	1	6.7%
2.2454462	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	33.3%
0.002	1	6.7%
0.02649	1	6.7%
2.2454462	1	6.7%
17.31580741	1	6.7%
25.71769227	1	6.7%
27.30885937	1	6.7%
43.17509936	1	6.7%
55.61275646	1	6.7%

Value	Count	Frequency (%)
55.61275646	1	6.7%
43.17509936	1	6.7%
27.30885937	1	6.7%
25.71769227	1	6.7%
17.31580741	1	6.7%
2.2454462	1	6.7%
0.02649	1	6.7%
0.002	1	6.7%
0	5	33.3%

3_4_gen_cephalosporins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	9
Distinct (%)	69.2%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	49.47783667

Minimum	0
Maximum	303.072048
Zeros	5
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.0874096
Q3	17.56630867
95-th percentile	294.7971517
Maximum	303.072048
Range	303.072048
Interquartile range (IQR)	17.56630867

Descriptive statistics

Standard deviation	109.8133531
Coefficient of variation (CV)	2.219445322
Kurtosis	3.178847201
Mean	49.47783667
Median Absolute Deviation (MAD)	0.0874096
Skewness	2.157785512
Sum	643.2118767
Variance	12058.97253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	5	33.3%
0.0874096	1	6.7%
25.31620049	1	6.7%
303.072048	1	6.7%
17.56630867	1	6.7%
0.00034	1	6.7%
6.762846066	1	6.7%
289.2805542	1	6.7%
1.126169609	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	33.3%
0.00034	1	6.7%
0.0874096	1	6.7%
1.126169609	1	6.7%
6.762846066	1	6.7%
17.56630867	1	6.7%
25.31620049	1	6.7%
289.2805542	1	6.7%
303.072048	1	6.7%

Value	Count	Frequency (%)
303.072048	1	6.7%
289.2805542	1	6.7%
25.31620049	1	6.7%
17.56630867	1	6.7%
6.762846066	1	6.7%
1.126169609	1	6.7%
0.0874096	1	6.7%
0.00034	1	6.7%
0	5	33.3%

fluoroquinolones_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	11
Distinct (%)	84.6%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	175.4904353

Minimum	0
Maximum	867.5345785
Zeros	3
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.16
median	21.7742
Q3	219.0016683
95-th percentile	631.832986
Maximum	867.5345785
Range	867.5345785
Interquartile range (IQR)	218.8416683

Descriptive statistics

Standard deviation	265.8389248
Coefficient of variation (CV)	1.514834266
Kurtosis	2.910419822
Mean	175.4904353
Median Absolute Deviation (MAD)	21.7742
Skewness	1.773605196
Sum	2281.375659
Variance	70670.33394
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	3	20.0%
91.39779791	1	6.7%
428.5454852	1	6.7%
867.5345785	1	6.7%
219.0016683	1	6.7%
0.729	1	6.7%
21.7742	1	6.7%
173.1715619	1	6.7%
474.698591	1	6.7%
4.362775862	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	20.0%
0.16	1	6.7%
0.729	1	6.7%
4.362775862	1	6.7%
21.7742	1	6.7%
91.39779791	1	6.7%
173.1715619	1	6.7%
219.0016683	1	6.7%
428.5454852	1	6.7%
474.698591	1	6.7%

Value	Count	Frequency (%)
867.5345785	1	6.7%
474.698591	1	6.7%
428.5454852	1	6.7%
219.0016683	1	6.7%
173.1715619	1	6.7%
91.39779791	1	6.7%
21.7742	1	6.7%
4.362775862	1	6.7%
0.729	1	6.7%
0.16	1	6.7%

glycopeptides_tonnes
Categorical

HIGH CORRELATION
MISSING

Distinct	5
Distinct (%)	38.5%
Missing	2
Missing (%)	13.3%
Memory size	248.0 B

0.0	9
1.0	1
0.503	1
0.345	1
0.255	1

Length

Max length	5
Median length	3
Mean length	3.461538462
Min length	3

Characters and Unicode

Total characters	45
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	4 ?
Unique (%)	30.8%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	1.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	9	60.0%
1.0	1	6.7%
0.503	1	6.7%
0.345	1	6.7%
0.255	1	6.7%
(Missing)	2	13.3%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	9	69.2%
1.0	1	7.7%
0.503	1	7.7%
0.345	1	7.7%
0.255	1	7.7%

Most occurring characters

Value	Count	Frequency (%)
0	23	51.1%
.	13	28.9%
5	4	8.9%
3	2	4.4%
1	1	2.2%
4	1	2.2%
2	1	2.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	32	71.1%
Other Punctuation	13	28.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	23	71.9%
5	4	12.5%
3	2	6.2%
1	1	3.1%
4	1	3.1%
2	1	3.1%

Other Punctuation

Value	Count	Frequency (%)
.	13	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	45	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	23	51.1%
.	13	28.9%
5	4	8.9%
3	2	4.4%
1	1	2.2%
4	1	2.2%
2	1	2.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	45	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	23	51.1%
.	13	28.9%
5	4	8.9%
3	2	4.4%
1	1	2.2%
4	1	2.2%
2	1	2.2%

glycophospholipids_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	7
Distinct (%)	53.8%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	35.77978566

Minimum	0
Maximum	110
Zeros	6
Zeros (%)	40.0%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.084
Q3	97.183
95-th percentile	110
Maximum	110
Range	110
Interquartile range (IQR)	97.183

Descriptive statistics

Standard deviation	48.52181089
Coefficient of variation (CV)	1.356123576
Kurtosis	-1.36942214
Mean	35.77978566
Median Absolute Deviation (MAD)	0.084
Skewness	0.8399107686
Sum	465.1372136
Variance	2354.366132
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
0	6	40.0%
110	2	13.3%
13.90780678	1	6.7%
97.183	1	6.7%
34.70140678	1	6.7%
99.261	1	6.7%
0.084	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	40.0%
0.084	1	6.7%
13.90780678	1	6.7%
34.70140678	1	6.7%
97.183	1	6.7%
99.261	1	6.7%
110	2	13.3%

Value	Count	Frequency (%)
110	2	13.3%
99.261	1	6.7%
97.183	1	6.7%
34.70140678	1	6.7%
13.90780678	1	6.7%
0.084	1	6.7%
0	6	40.0%

lincosamides_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	12
Distinct (%)	92.3%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	146.5878759

Minimum	0
Maximum	647.3119386
Zeros	2
Zeros (%)	13.3%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.06
median	10.19814494
Q3	303.6764393
95-th percentile	553.4903228
Maximum	647.3119386
Range	647.3119386
Interquartile range (IQR)	303.6164393

Descriptive statistics

Standard deviation	227.3344375
Coefficient of variation (CV)	1.550840655
Kurtosis	0.4042254992
Mean	146.5878759
Median Absolute Deviation (MAD)	10.19814494
Skewness	1.330786063
Sum	1905.642387
Variance	51680.94647
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
0	2	13.3%
22.0210782	1	6.7%
0.21	1	6.7%
1.36453	1	6.7%
379.6739961	1	6.7%
647.3119386	1	6.7%
303.6764393	1	6.7%
0.06	1	6.7%
0.0289	1	6.7%
50.15478039	1	6.7%
Other values (2)	2	13.3%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	13.3%
0.0289	1	6.7%
0.06	1	6.7%
0.21	1	6.7%
1.36453	1	6.7%
10.19814494	1	6.7%
22.0210782	1	6.7%
50.15478039	1	6.7%
303.6764393	1	6.7%
379.6739961	1	6.7%

Value	Count	Frequency (%)
647.3119386	1	6.7%
490.942579	1	6.7%
379.6739961	1	6.7%
303.6764393	1	6.7%
50.15478039	1	6.7%
22.0210782	1	6.7%
10.19814494	1	6.7%
1.36453	1	6.7%
0.21	1	6.7%
0.06	1	6.7%

macrolides_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	13
Distinct (%)	100.0%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	760.3804033

Minimum	0
Maximum	3981.087715
Zeros	1
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	4.674
Q1	25.8593
median	78.34148013
Q3	1174.582
95-th percentile	2871.066891
Maximum	3981.087715
Range	3981.087715
Interquartile range (IQR)	1148.7227

Descriptive statistics

Standard deviation	1185.042827
Coefficient of variation (CV)	1.558486807
Kurtosis	4.001273457
Mean	760.3804033
Median Absolute Deviation (MAD)	78.34148013
Skewness	1.99084562
Sum	9884.945243
Variance	1404326.502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	1	6.7%
62.46305199	1	6.7%
1174.582	1	6.7%
78.34148013	1	6.7%
1472.387546	1	6.7%
3981.087715	1	6.7%
565.3769924	1	6.7%
8.01	1	6.7%
25.8593	1	6.7%
307.9485399	1	6.7%
Other values (3)	3	20.0%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	6.7%
7.79	1	6.7%
8.01	1	6.7%
25.8593	1	6.7%
62.46305199	1	6.7%
70.04560975	1	6.7%
78.34148013	1	6.7%
307.9485399	1	6.7%
565.3769924	1	6.7%
1174.582	1	6.7%

Value	Count	Frequency (%)
3981.087715	1	6.7%
2131.053008	1	6.7%
1472.387546	1	6.7%
1174.582	1	6.7%
565.3769924	1	6.7%
307.9485399	1	6.7%
78.34148013	1	6.7%
70.04560975	1	6.7%
62.46305199	1	6.7%
25.8593	1	6.7%

nitrofurans_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	8
Distinct (%)	61.5%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	0.326421156

Minimum	0
Maximum	3.2116587
Zeros	6
Zeros (%)	40.0%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.001
Q3	0.16666
95-th percentile	1.53231096
Maximum	3.2116587
Range	3.2116587
Interquartile range (IQR)	0.16666

Descriptive statistics

Standard deviation	0.8774455909
Coefficient of variation (CV)	2.688078192
Kurtosis	12.21315084
Mean	0.326421156
Median Absolute Deviation (MAD)	0.001
Skewness	3.4599527
Sum	4.243475028
Variance	0.7699107651
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	6	40.0%
0.16666	1	6.7%
0.303410528	1	6.7%
3.2116587	1	6.7%
0.4127458	1	6.7%
0.01	1	6.7%
0.138	1	6.7%
0.001	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	40.0%
0.001	1	6.7%
0.01	1	6.7%
0.138	1	6.7%
0.16666	1	6.7%
0.303410528	1	6.7%
0.4127458	1	6.7%
3.2116587	1	6.7%

Value	Count	Frequency (%)
3.2116587	1	6.7%
0.4127458	1	6.7%
0.303410528	1	6.7%
0.16666	1	6.7%
0.138	1	6.7%
0.01	1	6.7%
0.001	1	6.7%
0	6	40.0%

orthosomycins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	8
Distinct (%)	61.5%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	9.643115023

Minimum	0
Maximum	40.708
Zeros	6
Zeros (%)	40.0%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.353
Q3	18.715525
95-th percentile	33.04344859
Maximum	40.708
Range	40.708
Interquartile range (IQR)	18.715525

Descriptive statistics

Standard deviation	13.88251932
Coefficient of variation (CV)	1.43963017
Kurtosis	0.4542383464
Mean	9.643115023
Median Absolute Deviation (MAD)	3.353
Skewness	1.303843008
Sum	125.3604953
Variance	192.7243426
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	6	40.0%
3.64222265	1	6.7%
26.195	1	6.7%
27.93374765	1	6.7%
40.708	1	6.7%
4.813	1	6.7%
18.715525	1	6.7%
3.353	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6	40.0%
3.353	1	6.7%
3.64222265	1	6.7%
4.813	1	6.7%
18.715525	1	6.7%
26.195	1	6.7%
27.93374765	1	6.7%
40.708	1	6.7%

Value	Count	Frequency (%)
40.708	1	6.7%
27.93374765	1	6.7%
26.195	1	6.7%
18.715525	1	6.7%
4.813	1	6.7%
3.64222265	1	6.7%
3.353	1	6.7%
0	6	40.0%

other_quinolones_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	9
Distinct (%)	69.2%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	4.277799327

Minimum	0
Maximum	20.504566
Zeros	5
Zeros (%)	33.3%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.1
Q3	3.9355
95-th percentile	19.56556675
Maximum	20.504566
Range	20.504566
Interquartile range (IQR)	3.9355

Descriptive statistics

Standard deviation	7.257159324
Coefficient of variation (CV)	1.696470257
Kurtosis	1.946834055
Mean	4.277799327
Median Absolute Deviation (MAD)	0.1
Skewness	1.776893607
Sum	55.61139125
Variance	52.66636146
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	5	33.3%
0.83929	1	6.7%
8.016018	1	6.7%
20.504566	1	6.7%
18.93956725	1	6.7%
0.1	1	6.7%
0.06985	1	6.7%
3.9355	1	6.7%
3.2066	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	33.3%
0.06985	1	6.7%
0.1	1	6.7%
0.83929	1	6.7%
3.2066	1	6.7%
3.9355	1	6.7%
8.016018	1	6.7%
18.93956725	1	6.7%
20.504566	1	6.7%

Value	Count	Frequency (%)
20.504566	1	6.7%
18.93956725	1	6.7%
8.016018	1	6.7%
3.9355	1	6.7%
3.2066	1	6.7%
0.83929	1	6.7%
0.1	1	6.7%
0.06985	1	6.7%
0	5	33.3%

penicillins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	13
Distinct (%)	100.0%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	1069.321626

Minimum	0
Maximum	5809.31073
Zeros	1
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0.015
Q1	4.881
median	139.483171
Q3	1851.932388
95-th percentile	4421.436841
Maximum	5809.31073
Range	5809.31073
Interquartile range (IQR)	1847.051388

Descriptive statistics

Standard deviation	1793.298079
Coefficient of variation (CV)	1.67704275
Kurtosis	3.400307725
Mean	1069.321626
Median Absolute Deviation (MAD)	139.458171
Skewness	1.930032604
Sum	13901.18113
Variance	3215918.001
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	1	6.7%
0.025	1	6.7%
7.174	1	6.7%
139.483171	1	6.7%
1851.932388	1	6.7%
5809.31073	1	6.7%
1957.191246	1	6.7%
4.881	1	6.7%
23.96869235	1	6.7%
401.5405669	1	6.7%
Other values (3)	3	20.0%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	6.7%
0.025	1	6.7%
2.525	1	6.7%
4.881	1	6.7%
7.174	1	6.7%
23.96869235	1	6.7%
139.483171	1	6.7%
206.9617572	1	6.7%
401.5405669	1	6.7%
1851.932388	1	6.7%

Value	Count	Frequency (%)
5809.31073	1	6.7%
3496.187582	1	6.7%
1957.191246	1	6.7%
1851.932388	1	6.7%
401.5405669	1	6.7%
206.9617572	1	6.7%
139.483171	1	6.7%
23.96869235	1	6.7%
7.174	1	6.7%
4.881	1	6.7%

pleuromutilins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	10
Distinct (%)	76.9%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	204.6781319

Minimum	0
Maximum	1161.891315
Zeros	4
Zeros (%)	26.7%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	15.7585171
Q3	225.3743949
95-th percentile	848.5778435
Maximum	1161.891315
Range	1161.891315
Interquartile range (IQR)	225.3743949

Descriptive statistics

Standard deviation	346.6248646
Coefficient of variation (CV)	1.693511961
Kurtosis	4.555674791
Mean	204.6781319
Median Absolute Deviation (MAD)	15.7585171
Skewness	2.135356394
Sum	2660.815715
Variance	120148.7968
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4	26.7%
37.98285687	1	6.7%
12.399	1	6.7%
3.6	1	6.7%
369.8776425	1	6.7%
1161.891315	1	6.7%
194.2297932	1	6.7%
225.3743949	1	6.7%
639.7021959	1	6.7%
15.7585171	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	26.7%
3.6	1	6.7%
12.399	1	6.7%
15.7585171	1	6.7%
37.98285687	1	6.7%
194.2297932	1	6.7%
225.3743949	1	6.7%
369.8776425	1	6.7%
639.7021959	1	6.7%
1161.891315	1	6.7%

Value	Count	Frequency (%)
1161.891315	1	6.7%
639.7021959	1	6.7%
369.8776425	1	6.7%
225.3743949	1	6.7%
194.2297932	1	6.7%
37.98285687	1	6.7%
15.7585171	1	6.7%
12.399	1	6.7%
3.6	1	6.7%
0	4	26.7%

polypeptides_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	13
Distinct (%)	100.0%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	596.1801997

Minimum	0
Maximum	3055.98336
Zeros	1
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0.03
Q1	8.007412247
median	169.3996694
Q3	502.087349
95-th percentile	2270.589757
Maximum	3055.98336
Range	3055.98336
Interquartile range (IQR)	494.0799367

Descriptive statistics

Standard deviation	939.9529373
Coefficient of variation (CV)	1.576625553
Kurtosis	3.106691695
Mean	596.1801997
Median Absolute Deviation (MAD)	169.3496694
Skewness	1.881214376
Sum	7750.342596
Variance	883511.5243
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0.134	1	6.7%
502.087349	1	6.7%
1514.758	1	6.7%
50.47709385	1	6.7%
1746.994022	1	6.7%
3055.98336	1	6.7%
234.4524684	1	6.7%
0.05	1	6.7%
8.007412247	1	6.7%
169.3996694	1	6.7%
Other values (3)	3	20.0%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	6.7%
0.05	1	6.7%
0.134	1	6.7%
8.007412247	1	6.7%
22.64061055	1	6.7%
50.47709385	1	6.7%
169.3996694	1	6.7%
234.4524684	1	6.7%
445.3586104	1	6.7%
502.087349	1	6.7%

Value	Count	Frequency (%)
3055.98336	1	6.7%
1746.994022	1	6.7%
1514.758	1	6.7%
502.087349	1	6.7%
445.3586104	1	6.7%
234.4524684	1	6.7%
169.3996694	1	6.7%
50.47709385	1	6.7%
22.64061055	1	6.7%
8.007412247	1	6.7%

quinoxalines_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	6
Distinct (%)	46.2%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	208.7578462

Minimum	0
Maximum	1346.323
Zeros	8
Zeros (%)	53.3%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	20.372
95-th percentile	1325.857
Maximum	1346.323
Range	1346.323
Interquartile range (IQR)	20.372

Descriptive statistics

Standard deviation	497.4582347
Coefficient of variation (CV)	2.382943893
Kurtosis	3.224424654
Mean	208.7578462
Median Absolute Deviation (MAD)	0
Skewness	2.177522672
Sum	2713.852
Variance	247464.6952
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	8	53.3%
1312.213	1	6.7%
34.794	1	6.7%
1346.323	1	6.7%
0.15	1	6.7%
20.372	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	8	53.3%
0.15	1	6.7%
20.372	1	6.7%
34.794	1	6.7%
1312.213	1	6.7%
1346.323	1	6.7%

Value	Count	Frequency (%)
1346.323	1	6.7%
1312.213	1	6.7%
34.794	1	6.7%
20.372	1	6.7%
0.15	1	6.7%
0	8	53.3%

streptogramins_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	10
Distinct (%)	76.9%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	74.18255024

Minimum	0
Maximum	473.259
Zeros	4
Zeros (%)	26.7%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.272
Q3	5.06369
95-th percentile	468.1686
Maximum	473.259
Range	473.259
Interquartile range (IQR)	5.06369

Descriptive statistics

Standard deviation	175.2858013
Coefficient of variation (CV)	2.362898023
Kurtosis	3.220157481
Mean	74.18255024
Median Absolute Deviation (MAD)	0.272
Skewness	2.176798213
Sum	964.3731531
Variance	30725.11214
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4	26.7%
4.86238653	1	6.7%
464.775	1	6.7%
0.004	1	6.7%
14.06707653	1	6.7%
473.259	1	6.7%
1.968	1	6.7%
0.102	1	6.7%
5.06369	1	6.7%
0.272	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	26.7%
0.004	1	6.7%
0.102	1	6.7%
0.272	1	6.7%
1.968	1	6.7%
4.86238653	1	6.7%
5.06369	1	6.7%
14.06707653	1	6.7%
464.775	1	6.7%
473.259	1	6.7%

Value	Count	Frequency (%)
473.259	1	6.7%
464.775	1	6.7%
14.06707653	1	6.7%
5.06369	1	6.7%
4.86238653	1	6.7%
1.968	1	6.7%
0.272	1	6.7%
0.102	1	6.7%
0.004	1	6.7%
0	4	26.7%

sulfonamides__including_trimethoprim_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	13
Distinct (%)	100.0%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	405.5551322

Minimum	0
Maximum	1892.112046
Zeros	1
Zeros (%)	6.7%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0.462
Q1	2.245
median	103.4303775
Q3	741.2669018
95-th percentile	1577.52616
Maximum	1892.112046
Range	1892.112046
Interquartile range (IQR)	739.0219018

Descriptive statistics

Standard deviation	616.5296625
Coefficient of variation (CV)	1.520211714
Kurtosis	1.744417239
Mean	405.5551322
Median Absolute Deviation (MAD)	102.3053775
Skewness	1.61305708
Sum	5272.216719
Variance	380108.8247
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
3.863	1	6.7%
0	1	6.7%
0.77	1	6.7%
103.4303775	1	6.7%
796.4145453	1	6.7%
1892.112046	1	6.7%
741.2669018	1	6.7%
2.245	1	6.7%
39.24808051	1	6.7%
158.2108304	1	6.7%
Other values (3)	3	20.0%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	6.7%
0.77	1	6.7%
1.125	1	6.7%
2.245	1	6.7%
3.863	1	6.7%
39.24808051	1	6.7%
103.4303775	1	6.7%
158.2108304	1	6.7%
165.7287011	1	6.7%
741.2669018	1	6.7%

Value	Count	Frequency (%)
1892.112046	1	6.7%
1367.802237	1	6.7%
796.4145453	1	6.7%
741.2669018	1	6.7%
165.7287011	1	6.7%
158.2108304	1	6.7%
103.4303775	1	6.7%
39.24808051	1	6.7%
3.863	1	6.7%
2.245	1	6.7%

tetracyclines_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING

Distinct	13
Distinct (%)	100.0%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	3403.409211

Minimum	3.902
Maximum	16562.58734
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	3.902
5-th percentile	4.44840734
Q1	10.79
median	548.0339444
Q3	2778.476279
95-th percentile	13995.83633
Maximum	16562.58734
Range	16558.68534
Interquartile range (IQR)	2767.686279

Descriptive statistics

Standard deviation	5487.09672
Coefficient of variation (CV)	1.612235373
Kurtosis	1.813938781
Mean	3403.409211
Median Absolute Deviation (MAD)	543.2212655
Skewness	1.698052112
Sum	44244.31975
Variance	30108230.42
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
3.902	1	6.7%
4.8126789	1	6.7%
12284.669	1	6.7%
740.3480467	1	6.7%
8517.692808	1	6.7%
16562.58734	1	6.7%
2320.569042	1	6.7%
10.79	1	6.7%
99.31643683	1	6.7%
548.0339444	1	6.7%
Other values (3)	3	20.0%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.902	1	6.7%
4.8126789	1	6.7%
8.023	1	6.7%
10.79	1	6.7%
99.31643683	1	6.7%
365.0991754	1	6.7%
548.0339444	1	6.7%
740.3480467	1	6.7%
2320.569042	1	6.7%
2778.476279	1	6.7%

Value	Count	Frequency (%)
16562.58734	1	6.7%
12284.669	1	6.7%
8517.692808	1	6.7%
2778.476279	1	6.7%
2320.569042	1	6.7%
740.3480467	1	6.7%
548.0339444	1	6.7%
365.0991754	1	6.7%
99.31643683	1	6.7%
10.79	1	6.7%

others_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	11
Distinct (%)	84.6%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	117.3016726

Minimum	0
Maximum	691.9261727
Zeros	3
Zeros (%)	20.0%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.7595822
median	23.377208
Q3	67.88025437
95-th percentile	543.7673264
Maximum	691.9261727
Range	691.9261727
Interquartile range (IQR)	67.12067217

Descriptive statistics

Standard deviation	214.8329145
Coefficient of variation (CV)	1.831456532
Kurtosis	3.963988093
Mean	117.3016726
Median Absolute Deviation (MAD)	23.377208
Skewness	2.1328394
Sum	1524.921744
Variance	46153.18114
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	3	20.0%
19.25	1	6.7%
221.4178	1	6.7%
23.58468415	1	6.7%
444.9947622	1	6.7%
691.9261727	1	6.7%
67.88025437	1	6.7%
3.1968	1	6.7%
23.377208	1	6.7%
28.53448	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	3	20.0%
0.7595822	1	6.7%
3.1968	1	6.7%
19.25	1	6.7%
23.377208	1	6.7%
23.58468415	1	6.7%
28.53448	1	6.7%
67.88025437	1	6.7%
221.4178	1	6.7%
444.9947622	1	6.7%

Value	Count	Frequency (%)
691.9261727	1	6.7%
444.9947622	1	6.7%
221.4178	1	6.7%
67.88025437	1	6.7%
28.53448	1	6.7%
23.58468415	1	6.7%
23.377208	1	6.7%
19.25	1	6.7%
3.1968	1	6.7%
0.7595822	1	6.7%

aggregated_class_data_tonnes
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	9
Distinct (%)	69.2%
Missing	2
Missing (%)	13.3%
Infinite	0
Infinite (%)	0.0%
Mean	151.5719188

Minimum	0
Maximum	1342.566904
Zeros	4
Zeros (%)	26.7%
Negative	0
Negative (%)	0.0%
Memory size	248.0 B

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.112
Q3	136.05182
95-th percentile	664.5663616
Maximum	1342.566904
Range	1342.566904
Interquartile range (IQR)	136.05182

Descriptive statistics

Standard deviation	365.9097415
Coefficient of variation (CV)	2.414099818
Kurtosis	11.57936955
Mean	151.5719188
Median Absolute Deviation (MAD)	2.112
Skewness	3.341953919
Sum	1970.434944
Variance	133889.9389
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	4	26.7%
2.112	2	13.3%
212.566	1	6.7%
1342.566904	1	6.7%
177.2729	1	6.7%
10.4142	1	6.7%
87.28412	1	6.7%
136.05182	1	6.7%
0.055	1	6.7%
(Missing)	2	13.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4	26.7%
0.055	1	6.7%
2.112	2	13.3%
10.4142	1	6.7%
87.28412	1	6.7%
136.05182	1	6.7%
177.2729	1	6.7%
212.566	1	6.7%
1342.566904	1	6.7%

Value	Count	Frequency (%)
1342.566904	1	6.7%
212.566	1	6.7%
177.2729	1	6.7%
136.05182	1	6.7%
87.28412	1	6.7%
10.4142	1	6.7%
2.112	2	13.3%
0.055	1	6.7%
0	4	26.7%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	scope	region	number_of_countries	aminoglycosides_tonnes	amphenicols_tonnes	arsenicals_tonnes	cephalosporins__all_generations_tonnes	1_2_gen__cephalosporins_tonnes	3_4_gen_cephalosporins_tonnes	fluoroquinolones_tonnes	glycopeptides_tonnes	glycophospholipids_tonnes	lincosamides_tonnes	macrolides_tonnes	nitrofurans_tonnes	orthosomycins_tonnes	other_quinolones_tonnes	penicillins_tonnes	pleuromutilins_tonnes	polypeptides_tonnes	quinoxalines_tonnes	streptogramins_tonnes	sulfonamides__including_trimethoprim_tonnes	tetracyclines_tonnes	others_tonnes	aggregated_class_data_tonnes
0	AGP	Africa	1.0	0.000000	0.000000	0.000	0.000000	0.000000	0.000000	0.000000	0.000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.000000	0.134000	0.000	0.000000	3.863000	3.902000	19.250000	2.112000
1	AGP	Americas	5.0	0.000000	0.000000	0.000	0.000000	0.000000	0.000000	0.000000	0.000	13.907807	22.021078	62.463052	0.000000	3.642223	0.000000	0.025000	37.982857	502.087349	0.000	4.862387	0.000000	4.812679	221.417800	212.566000
2	AGP	Asia, Far East and Oceania	6.0	0.707000	0.000000	74.440	0.000000	0.000000	0.000000	0.000000	0.000	97.183000	0.210000	1174.582000	0.000000	26.195000	0.000000	7.174000	12.399000	1514.758000	1312.213	464.775000	0.770000	12284.669000	0.000000	0.000000
3	AGP	Europe	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	AGP	Middle East	0.0	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
5	All	Africa	24.0	33.651544	20.410307	0.011	10.017900	0.026490	0.087410	91.397798	1.000	110.000000	1.364530	78.341480	0.166660	0.000000	0.839290	139.483171	3.600000	50.477094	0.000	0.004000	103.430377	740.348047	23.584684	2.112000
6	All	Americas	19.0	762.375783	739.797925	51.900	116.274105	55.612756	25.316200	428.545485	0.000	34.701407	379.673996	1472.387546	0.303411	27.933748	8.016018	1851.932388	369.877642	1746.994022	34.794	14.067077	796.414545	8517.692808	444.994762	1342.566904
7	All	Asia, Far East and Oceania	22.0	1425.663333	2422.624924	74.440	421.646907	27.308859	303.072048	867.534578	0.000	99.261000	647.311939	3981.087715	3.211659	40.708000	20.504566	5809.310730	1161.891315	3055.983360	1346.323	473.259000	1892.112046	16562.587336	691.926173	177.272900
8	All	Europe	41.0	527.643318	243.873176	0.000	44.660104	25.717692	17.566309	219.001668	0.503	0.084000	303.676439	565.376992	0.412746	4.813000	18.939567	1957.191246	194.229793	234.452468	0.000	1.968000	741.266902	2320.569042	67.880254	10.414200
9	All	Middle East	3.0	4.651000	1.600000	0.000	0.200000	0.000000	0.000000	0.729000	0.345	0.000000	0.060000	8.010000	0.010000	0.000000	0.100000	4.881000	0.000000	0.050000	0.150	0.102000	2.245000	10.790000	0.000000	0.000000

Last rows

	scope	region	number_of_countries	aminoglycosides_tonnes	amphenicols_tonnes	arsenicals_tonnes	cephalosporins__all_generations_tonnes	1_2_gen__cephalosporins_tonnes	3_4_gen_cephalosporins_tonnes	fluoroquinolones_tonnes	glycopeptides_tonnes	glycophospholipids_tonnes	lincosamides_tonnes	macrolides_tonnes	nitrofurans_tonnes	orthosomycins_tonnes	other_quinolones_tonnes	penicillins_tonnes	pleuromutilins_tonnes	polypeptides_tonnes	quinoxalines_tonnes	streptogramins_tonnes	sulfonamides__including_trimethoprim_tonnes	tetracyclines_tonnes	others_tonnes	aggregated_class_data_tonnes
5	All	Africa	24.0	33.651544	20.410307	0.011	10.017900	0.026490	0.087410	91.397798	1.000	110.000000	1.364530	78.341480	0.166660	0.000000	0.839290	139.483171	3.600000	50.477094	0.000	0.004000	103.430377	740.348047	23.584684	2.112000
6	All	Americas	19.0	762.375783	739.797925	51.900	116.274105	55.612756	25.316200	428.545485	0.000	34.701407	379.673996	1472.387546	0.303411	27.933748	8.016018	1851.932388	369.877642	1746.994022	34.794	14.067077	796.414545	8517.692808	444.994762	1342.566904
7	All	Asia, Far East and Oceania	22.0	1425.663333	2422.624924	74.440	421.646907	27.308859	303.072048	867.534578	0.000	99.261000	647.311939	3981.087715	3.211659	40.708000	20.504566	5809.310730	1161.891315	3055.983360	1346.323	473.259000	1892.112046	16562.587336	691.926173	177.272900
8	All	Europe	41.0	527.643318	243.873176	0.000	44.660104	25.717692	17.566309	219.001668	0.503	0.084000	303.676439	565.376992	0.412746	4.813000	18.939567	1957.191246	194.229793	234.452468	0.000	1.968000	741.266902	2320.569042	67.880254	10.414200
9	All	Middle East	3.0	4.651000	1.600000	0.000	0.200000	0.000000	0.000000	0.729000	0.345	0.000000	0.060000	8.010000	0.010000	0.000000	0.100000	4.881000	0.000000	0.050000	0.150	0.102000	2.245000	10.790000	0.000000	0.000000
10	Terrestrial Food Producing	Africa	6.0	3.801686	9.354800	0.000	0.076140	0.002000	0.000340	21.774200	0.000	110.000000	0.028900	25.859300	0.138000	0.000000	0.069850	23.968692	0.000000	8.007412	0.000	0.000000	39.248081	99.316437	3.196800	0.000000
11	Terrestrial Food Producing	Americas	11.0	166.507404	96.027344	51.900	49.938945	43.175099	6.762846	173.171562	0.000	0.000000	50.154780	307.948540	0.000000	18.715525	0.000000	401.540567	225.374395	169.399669	0.000	5.063690	158.210830	548.033944	23.377208	87.284120
12	Terrestrial Food Producing	Asia, Far East and Oceania	9.0	1210.699213	2141.469115	0.000	306.596362	17.315807	289.280554	474.698591	0.000	0.000000	490.942579	2131.053008	0.000000	3.353000	3.935500	3496.187582	639.702196	445.358610	20.372	0.272000	1367.802237	2778.476279	28.534480	136.051820
13	Terrestrial Food Producing	Europe	10.0	81.437792	28.009867	0.000	1.752116	2.245446	1.126170	4.362776	0.000	0.000000	10.198145	70.045610	0.001000	0.000000	3.206600	206.961757	15.758517	22.640611	0.000	0.000000	165.728701	365.099175	0.759582	0.055000
14	Terrestrial Food Producing	Middle East	1.0	2.970000	1.500000	0.000	0.000000	0.000000	0.000000	0.160000	0.255	0.000000	0.000000	7.790000	0.000000	0.000000	0.000000	2.525000	0.000000	0.000000	0.000	0.000000	1.125000	8.023000	0.000000	0.000000

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows